{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Library of Composable Base Strategies\n",
    "======================\n",
    "\n",
    "This tutorial will show how to reuse composable base trading strategies that are part of _backtesting.py_ software distribution.\n",
    "It is, henceforth, assumed you're already familiar with\n",
    "[basic package usage](https://kernc.github.io/backtesting.py/doc/examples/Quick%20Start%20User%20Guide.html).\n",
    "\n",
    "We'll extend the same moving average cross-over strategy as in\n",
    "[Quick Start User Guide](https://kernc.github.io/backtesting.py/doc/examples/Quick%20Start%20User%20Guide.html),\n",
    "but we'll rewrite it as a vectorized signal strategy and add trailing stop-loss.\n",
    "\n",
    "Again, we'll use our helper moving average function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from backtesting.test import SMA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Part of this software distribution is\n",
    "[`backtesting.lib`](https://kernc.github.io/backtesting.py/doc/backtesting/lib.html)\n",
    "module that contains various reusable utilities for strategy development.\n",
    "Some of those utilities are composable base strategies we can extend and build upon.\n",
    "\n",
    "We import and extend two of those strategies here:\n",
    "* [`SignalStrategy`](https://kernc.github.io/backtesting.py/doc/backtesting/lib.html#backtesting.lib.SignalStrategy)\n",
    "  which decides upon a single signal vector whether to buy into a position, akin to\n",
    "  [vectorized backtesting](https://www.google.com/search?q=vectorized+backtesting)\n",
    "  engines, and\n",
    "* [`TrailingStrategy`](https://kernc.github.io/backtesting.py/doc/backtesting/lib.html#backtesting.lib.TrailingStrategy)\n",
    "  which automatically trails the current price with a stop-loss order some multiple of\n",
    "  [average true range](https://en.wikipedia.org/wiki/Average_true_range)\n",
    "  (ATR) away."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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   "source": [
    "import pandas as pd\n",
    "from backtesting.lib import SignalStrategy, TrailingStrategy\n",
    "\n",
    "\n",
    "class SmaCross(SignalStrategy,\n",
    "               TrailingStrategy):\n",
    "    n1 = 10\n",
    "    n2 = 25\n",
    "    \n",
    "    def init(self):\n",
    "        # In init() and in next() it is important to call the\n",
    "        # super method to properly initialize the parent classes\n",
    "        super().init()\n",
    "        \n",
    "        # Precompute the two moving averages\n",
    "        sma1 = self.I(SMA, self.data.Close, self.n1)\n",
    "        sma2 = self.I(SMA, self.data.Close, self.n2)\n",
    "        \n",
    "        # Where sma1 crosses sma2 upwards. Diff gives us [-1,0, *1*]\n",
    "        signal = (pd.Series(sma1) > sma2).astype(int).diff().fillna(0)\n",
    "        signal = signal.replace(-1, 0)  # Upwards/long only\n",
    "        \n",
    "        # Use 95% of available liquidity (at the time) on each order.\n",
    "        # (Leaving a value of 1. would instead buy a single share.)\n",
    "        entry_size = signal * .95\n",
    "                \n",
    "        # Set order entry sizes using the method provided by \n",
    "        # `SignalStrategy`. See the docs.\n",
    "        self.set_signal(entry_size=entry_size)\n",
    "        \n",
    "        # Set trailing stop-loss to 2x ATR using\n",
    "        # the method provided by `TrailingStrategy`\n",
    "        self.set_trailing_sl(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note, since the strategies in `lib` may require their own intialization and next-tick logic, be sure to **always call `super().init()` and `super().next()` in your overridden methods**.\n",
    "\n",
    "Let's see how the example strategy fares on historical Google data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
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   },
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    {
     "data": {
      "text/plain": [
       "Start                     2004-08-19 00:00:00\n",
       "End                       2013-03-01 00:00:00\n",
       "Duration                   3116 days 00:00:00\n",
       "Exposure Time [%]                       46.69\n",
       "Equity Final [$]                     69390.94\n",
       "Equity Peak [$]                      71890.64\n",
       "Return [%]                             593.91\n",
       "Buy & Hold Return [%]                  703.46\n",
       "Max. Drawdown [%]                      -22.49\n",
       "Avg. Drawdown [%]                       -3.45\n",
       "Max. Drawdown Duration      576 days 00:00:00\n",
       "Avg. Drawdown Duration       39 days 00:00:00\n",
       "# Trades                                   38\n",
       "Win Rate [%]                            60.53\n",
       "Best Trade [%]                          51.60\n",
       "Worst Trade [%]                         -7.89\n",
       "Avg. Trade [%]                           7.16\n",
       "Max. Trade Duration         183 days 00:00:00\n",
       "Avg. Trade Duration          46 days 00:00:00\n",
       "Profit Factor                            5.47\n",
       "Expectancy [%]                          11.86\n",
       "SQN                                      2.25\n",
       "Sharpe Ratio                             0.45\n",
       "Sortino Ratio                            3.19\n",
       "Calmar Ratio                             0.32\n",
       "_strategy                            SmaCross\n",
       "_equity_curve                          Equ...\n",
       "_trades                       Size  EntryB...\n",
       "dtype: object"
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size_2_1}{0,0.0[0000]}\"]]},\"id\":\"1401\",\"type\":\"HoverTool\"},{\"attributes\":{\"source\":{\"id\":\"1037\"}},\"id\":\"1295\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1037\"},\"glyph\":{\"id\":\"1292\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1293\"},\"selection_glyph\":null,\"view\":{\"id\":\"1295\"}},\"id\":\"1294\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"active_drag\":{\"id\":\"1019\"},\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":{\"id\":\"1020\"},\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"},{\"id\":\"1025\"},{\"id\":\"1026\"},{\"id\":\"1403\"}]},\"id\":\"1028\",\"type\":\"Toolbar\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"1367\",\"type\":\"PanTool\"},{\"attributes\":{\"bottom\":{\"field\":\"Close\"},\"fill_color\":{\"field\":\"inc\",\"transform\":{\"id\":\"1039\"}},\"top\":{\"field\":\"Open\"},\"width\":{\"value\":0.8},\"x\":{\"field\":\"index\"}},\"id\":\"1292\",\"type\":\"VBar\"},{\"attributes\":{\"dimensions\":\"width\",\"maintain_focus\":false},\"id\":\"1368\",\"type\":\"WheelZoomTool\"}],\"root_ids\":[\"1476\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"660da296-3d62-48c3-bdea-8ed684922b5d\",\"root_ids\":[\"1476\"],\"roots\":{\"1476\":\"5eb27549-7526-4ec7-88f1-a3a3a92f4886\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1476"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from backtesting import Backtest\n",
    "from backtesting.test import GOOG\n",
    "\n",
    "bt = Backtest(GOOG, SmaCross, commission=.002)\n",
    "\n",
    "bt.run()\n",
    "bt.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice how managing risk with a trailing stop-loss secures our gains and limits our losses.\n",
    "\n",
    "For other strategies of the sort, and other reusable utilities in general, see\n",
    "[**_backtesting.lib_ module reference**](https://kernc.github.io/backtesting.py/doc/backtesting/lib.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Learn more by exploring further\n",
    "[examples](https://kernc.github.io/backtesting.py/doc/backtesting/index.html#tutorials)\n",
    "or find more framework options in the\n",
    "[full API reference](https://kernc.github.io/backtesting.py/doc/backtesting/index.html#header-submodules)."
   ]
  }
 ],
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